Title :
Retrieving sinusoids in colored Rayleigh noise by a cumulant-based FBLP approach
Author :
Ghauieb, R.R. ; Horita, Y. ; Murai, T.
Author_Institution :
Fac. of Eng., Toyama Univ., Japan
Abstract :
It is known that sinusoids generate lines in their spectra but false lines may appear due to additive colored noise. Employing the fourth-order cumulant of the noisy sinusoids for retrieving the sinusoids has become an approach to handling Gaussian noise either white or colored. But the assumption that the noise is Gaussian does not exist in some applications. This paper presents a new investigation of employing cumulants for retrieving sinusoids in colored non-Gaussian noise. It is concerned with estimating the frequencies and spectrum of the sinusoids and no attention is given to the amplitudes. It is shown theoretically and experimentally that employing cumulants is an attractive approach to handling colored Rayleigh noise. Results of a presented cumulant-based forward-backward linear prediction (CBFBLP) approach are compared with that of a correlation-based counterpart
Keywords :
frequency estimation; higher order statistics; parameter estimation; prediction theory; random noise; spectral analysis; FBLP approach; colored Rayleigh noise; colored non-Gaussian noise; cumulant-based approach; forward-backward linear prediction; fourth-order cumulant; frequency estimation; noisy sinusoids; sinusoids retrieval; spectrum estimation; Additive noise; Amplitude estimation; Colored noise; Frequency conversion; Frequency estimation; Gaussian noise; Parameter estimation; Radar signal processing; Signal to noise ratio; Statistics;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.859066